{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot  as plt\n",
    "\n",
    "from numpy import genfromtxt\n",
    "\n",
    "try:\n",
    "    import cPickle as pickle\n",
    "except ImportError:  # Python 3.x\n",
    "    import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Doing first HV pulses at different gains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for hiloVal in [0,1]:\n",
    "    for DAC in range(9+2):\n",
    "        DAC = DAC*50\n",
    "        my_data = genfromtxt('tmpdata.pos_pulse/dac'+str(DAC)+'_'+str(hiloVal)+'.csv', delimiter=';')\n",
    "        d[hiloVal,DAC] = my_data/1024.0\n",
    "        plt.plot(t,my_data/1024.0)\n",
    "\n",
    "with open('lit3rick90V_PositivePulse.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "    \n",
    "plt.title(\"Lit3rick, positive pulse, 90V, acquisitions\")\n",
    "plt.savefig(\"lit3_90V_ppulse.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Injecting HV pulses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for hiloVal in [0,1]:\n",
    "    for DAC in range(9+2):\n",
    "        DAC = DAC*50\n",
    "        my_data = genfromtxt('tmpdata.neg_pulse/dac'+str(DAC)+'_'+str(hiloVal)+'.csv', delimiter=';')\n",
    "        d[hiloVal,DAC] = my_data/1024.0\n",
    "        plt.plot(t,my_data/1024.0)\n",
    "\n",
    "with open('lit3rick90V_NegativePulse.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "    \n",
    "plt.title(\"Lit3rick, negative pulse, 90V, acquisitions\")\n",
    "plt.savefig(\"lit3_90V_npulse.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Playing with the pulse width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for k in range(10):\n",
    "    k = k*5\n",
    "        \n",
    "    my_data = genfromtxt('tmpdata.pulse_width/pulsewidth_'+str(k)+'.csv', delimiter=';')\n",
    "    d[k] = my_data/1024.0\n",
    "    plt.plot(t,my_data/1024.0,label=\"Width = \"+str(k) )\n",
    "\n",
    "with open('lit3rick90V_pulsewidth.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "\n",
    "plt.legend()\n",
    "plt.title(\"Lit3rick, hilo = 0, gain=100, 90V, different pulse width\")\n",
    "plt.savefig(\"lit3_90V_width.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# bipolar pulses, params = 30,30,240"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for hiloVal in [0,1]:\n",
    "    for DAC in range(9+2):\n",
    "        DAC = DAC*50\n",
    "        my_data = genfromtxt('tmpdata.bipolar/dac'+str(DAC)+'_'+str(hiloVal)+'.csv', delimiter=';')\n",
    "        d[hiloVal,DAC] = my_data/1024.0\n",
    "        plt.plot(t,my_data/1024.0)\n",
    "\n",
    "with open('lit3rick90V_bipolar.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "    \n",
    "plt.title(\"Lit3rick, bipolar pulse, 90V, acquisitions\")\n",
    "plt.savefig(\"lit3_90V_bipolar.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
